Overview

The Societies Quality Feedback Coordinator is an L3 agent operating in the general domain of the Prismatic Platform. This agent serves as the quality hub that connects all domains within the platform's epistemic society architecture, aggregating quality feedback signals from every operational domain and routing them to the appropriate remediation agents. The coordinator ensures that quality insights discovered in one domain are propagated to all other domains where they may be relevant, creating a platform-wide quality feedback loop that continuously elevates standards.

The concept of "epistemic societies" in the Prismatic Platform refers to the self-organizing groups of agents that collaborate within and across domains to maintain and improve the collective intelligence of the system. Quality feedback is the connective tissue of these societies -- without it, domains become isolated silos where quality improvements in one area never benefit others. The Societies Quality Feedback Coordinator prevents this fragmentation by maintaining a bidirectional flow of quality intelligence across all domain boundaries.

This agent is part of the platform's 434-strong autonomous agent ecosystem, enforcing the NO MERCY doctrine's zero-tolerance quality standards through cross-domain feedback synthesis.

Quality Feedback Architecture

The coordinator maintains a hub-and-spoke architecture where each domain contributes quality signals and receives quality directives.

Intelligence Domain ──┐
Architecture Domain ──┤
Security Domain ──────┤
Quality Domain ───────┼──> Societies Quality Feedback Coordinator ──> Quality Directives
Development Domain ───┤                                               Improvement Plans
Social Domain ────────┤                                               Cross-Domain Alerts
Epistemic Domain ─────┘

Domain	Signal Types	Feedback Volume	Priority
Quality Assurance	Test coverage, Credo, Dialyzer results	High	Critical
Architecture	Design violations, pattern compliance	Medium	High
Security	Vulnerability detections, compliance gaps	Medium	Critical
Intelligence	Data quality, source reliability	High	Medium
Development	Build metrics, development velocity	High	Medium
Epistemic	Reasoning accuracy, confidence calibration	Low	High

Core Responsibilities

Responsibility	Description	Frequency
Signal Aggregation	Collect quality signals from all domain agents	Continuous
Pattern Detection	Identify cross-domain quality patterns	Every 10 minutes
Feedback Routing	Route quality insights to relevant domains	Real-time
Trend Analysis	Track quality trajectory across the platform	Hourly
Escalation Management	Escalate critical quality issues to Strategic Command	As needed
Improvement Planning	Generate coordinated improvement plans	Daily
Society Health	Monitor epistemic society cohesion metrics	Every 30 minutes

Technical Implementation

defmodule PrismaticAgents.SocietiesQualityFeedbackCoordinator do
  @moduledoc """
  L3 Societies Quality Feedback Coordinator.
  Cross-domain quality hub connecting all epistemic societies.
  """

  use GenServer
  require Logger

  @aggregation_interval_ms :timer.minutes(10)

  defstruct [
    :domain_signals,
    :cross_domain_patterns,
    :quality_directives,
    :last_aggregation_at,
    :society_health_score,
    status: :coordinating
  ]

  @spec start_link(keyword()) :: GenServer.on_start()
  def start_link(opts \\ []) do
    GenServer.start_link(__MODULE__, opts, name: __MODULE__)
  end

  @impl true
  def init(_opts) do
    subscribe_to_domain_telemetry()
    schedule_aggregation()
    {:ok, %__MODULE__{domain_signals: %{}, cross_domain_patterns: []}}
  end

  @impl true
  def handle_info(:aggregate, state) do
    patterns = detect_cross_domain_patterns(state.domain_signals)
    directives = generate_quality_directives(patterns)
    health = calculate_society_health(state.domain_signals)

    Enum.each(directives, &dispatch_directive/1)

    :telemetry.execute(
      [:prismatic, :agents, :societies_quality, :aggregation],
      %{patterns_detected: length(patterns), directives_issued: length(directives)},
      %{society_health: health}
    )

    schedule_aggregation()

    {:noreply, %{state |
      cross_domain_patterns: patterns,
      quality_directives: directives,
      society_health_score: health,
      last_aggregation_at: DateTime.utc_now()
    }}
  end

  @impl true
  def handle_info({:quality_signal, domain, signal}, state) do
    updated_signals =
      Map.update(state.domain_signals, domain, [signal], fn existing ->
        [signal | Enum.take(existing, 99)]
      end)

    {:noreply, %{state | domain_signals: updated_signals}}
  end

  defp subscribe_to_domain_telemetry do
    :telemetry.attach_many(
      "societies-quality-feedback",
      [
        [:prismatic, :quality, :domain_check],
        [:prismatic, :agents, :quality_report],
        [:prismatic, :security, :assessment]
      ],
      &handle_telemetry_event/4,
      %{}
    )
  end
end

Cross-Domain Pattern Detection

The coordinator identifies quality patterns that span multiple domains, revealing systemic issues that individual domain agents cannot detect in isolation.

Pattern Type	Description	Example	Response
Cascade Failure	Quality drop in one domain causing drops in others	Architecture violation causing test failures	Immediate escalation
Parallel Degradation	Multiple domains degrading simultaneously	Platform-wide performance regression	Coordinated response
Inverse Correlation	Quality improvement in one domain hurting another	Optimization breaking security constraints	Trade-off analysis
Latent Defect	Issue present in signals but not yet manifesting	Growing technical debt across domains	Preventive action
Recovery Pattern	Quality improvements propagating across domains	Fix in one domain resolving issues in others	Pattern amplification

Quality Directive Types

When the coordinator detects cross-domain quality patterns, it generates quality directives that are dispatched to the relevant domain agents.

Directive Type	Authority Level	Target	Urgency
Immediate Fix	Blocking	Specific agent	Critical
Investigation Request	Advisory	Domain coordinator	High
Pattern Alert	Informational	All domain coordinators	Medium
Improvement Suggestion	Advisory	Specific domain	Low
Trend Warning	Informational	Strategic Command	Medium

Society Health Metrics

Metric	Description	Target	Weight
Signal Freshness	Age of latest quality signal per domain	< 15 minutes	25%
Cross-Domain Coverage	Percentage of domains reporting	100%	25%
Pattern Resolution Rate	Detected patterns resolved within SLA	> 95%	25%
Directive Compliance	Quality directives acted upon	> 98%	25%

Feedback Loop Architecture

The Societies Quality Feedback Coordinator implements a closed-loop feedback architecture where quality improvements in one domain trigger reassessment across all related domains. This creates a positive reinforcement cycle where improvements compound across the platform rather than remaining isolated within individual domains.

Feedback Propagation Model

When a quality improvement is detected in one domain, the coordinator evaluates whether the improvement has implications for other domains and propagates relevant feedback signals accordingly.

defmodule PrismaticAgents.SocietiesQualityFeedbackCoordinator.FeedbackPropagator do
  @moduledoc """
  Propagates quality feedback signals across domain boundaries.
  Implements closed-loop quality improvement cycles.
  """

  @domain_relationships %{
    quality: [:architecture, :development, :security],
    architecture: [:quality, :development, :epistemic],
    security: [:quality, :intelligence, :architecture],
    intelligence: [:security, :epistemic, :social],
    development: [:quality, :architecture],
    epistemic: [:intelligence, :architecture],
    social: [:intelligence, :security]
  }

  @spec propagate_improvement(atom(), map()) :: list(map())
  def propagate_improvement(source_domain, improvement) do
    related_domains = Map.get(@domain_relationships, source_domain, [])

    related_domains
    |> Enum.map(fn target_domain ->
      relevance = calculate_relevance(improvement, target_domain)

      if relevance > 0.3 do
        %{
          source: source_domain,
          target: target_domain,
          improvement: improvement,
          relevance: relevance,
          directive_type: determine_directive_type(relevance),
          propagated_at: DateTime.utc_now()
        }
      end
    end)
    |> Enum.reject(&is_nil/1)
  end

  defp determine_directive_type(relevance) when relevance > 0.8, do: :immediate_action
  defp determine_directive_type(relevance) when relevance > 0.5, do: :investigation
  defp determine_directive_type(_relevance), do: :informational
end

Propagation Type	Trigger	Target Selection	Expected Impact
Direct Impact	Fix in one domain resolves issue in another	Domains sharing the affected component	Immediate resolution
Pattern Transfer	Quality pattern applicable across domains	Domains with similar quality profiles	Preventive improvement
Trend Alert	Quality trend detected in one domain	All domains for awareness	Proactive monitoring
Cascade Prevention	Quality drop detected that could cascade	Downstream dependent domains	Defensive posture

Quality Signal Taxonomy

The coordinator classifies incoming quality signals into a structured taxonomy that enables consistent processing and pattern detection across disparate domains. This taxonomy ensures that signals from different domains are comparable and can be meaningfully correlated.

Signal Category	Signal Types	Priority Range	Example
Metric Deviation	Score change, threshold breach, trend shift	P1-P3	Dialyzer warning count increased
Process Failure	Build failure, test failure, gate failure	P0-P2	Pre-commit hook rejected commit
Pattern Detection	CASCADE match, anti-pattern detected	P2-P3	`length() > 0` anti-pattern found
Improvement	Score increase, defect elimination, optimization	P3-P4	Memory usage reduced 20%
Compliance	AIAD compliance change, policy violation	P1-P2	Agent spec missing required field

Integration Points

Quality Gates -- Feeds into platform-wide quality gate decisions
Autonomous Self-Healing -- Triggers auto-healing when cross-domain patterns detected
Telemetry Integration -- Subscribes to all domain telemetry streams
AIAD Standard -- Full agent specification compliance

AIAD Specification Compliance

AIAD Component	Status
Agent specification file	Compliant
Behavioral rules	14 rules defined
Telemetry integration	Full coverage
NM/ND doctrine enforcement	Active
SEADF integration	Registered

Six Sigma Psycho Coordinator -- Apex quality enforcement agent
Society Coordinator -- Epistemic society management
Trinity Bridge Coordinator -- Formal verification quality feedback

Authority Level

L3 - Strategic Command - Multi-domain coordination with authority to issue quality directives across all platform domains.

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Created by Tomáš Korcak (korczis) | Open Source under GHL

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societies-quality-feedback-coordinator

Overview

Quality Feedback Architecture

Core Responsibilities

Technical Implementation

Cross-Domain Pattern Detection

Quality Directive Types

Society Health Metrics

Feedback Loop Architecture

Feedback Propagation Model

Quality Signal Taxonomy

Integration Points

AIAD Specification Compliance

Authority Level

Connect & Contribute

Agent Info

Agent Distribution

Agent Domains

Related Content

Color Teams

Doctrine

OSINT Sources

societies-quality-feedback-coordinator

Overview

Quality Feedback Architecture

Core Responsibilities

Technical Implementation

Cross-Domain Pattern Detection

Quality Directive Types

Society Health Metrics

Feedback Loop Architecture

Feedback Propagation Model

Quality Signal Taxonomy

Integration Points

AIAD Specification Compliance

Related Agents

Authority Level

Connect & Contribute

Agent Info

Agent Distribution

Agent Domains

Related Content

Color Teams

Doctrine

OSINT Sources